{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns from matplotlib #Seaborn是一个用Python制作统计图形的库，建立在matplotlib之上\n",
    "import matplotlib.pyplot as plt #Matplotlib\n",
    "%matplotlib inline #“%matplotlib inline”就是模仿命令行来访问magic函数。\n",
    "\n",
    "plt.rcParams['font.sans-serif']=['SimHei']# 使图形中的中文正常编码显示\n",
    "plt.rcParams['axes.unicode_minus']=False # 使坐标轴刻度表签正常显示正负号\n",
    "\n",
    "import warnings #全文取消警告的输出\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 27598 entries, 0 to 27597\n",
      "Data columns (total 7 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   update_time    27598 non-null  object \n",
      " 1   id             27598 non-null  object \n",
      " 2   title          27598 non-null  object \n",
      " 3   price          27598 non-null  float64\n",
      " 4   sale_count     25244 non-null  float64\n",
      " 5   comment_count  25244 non-null  float64\n",
      " 6   店名             27598 non-null  object \n",
      "dtypes: float64(3), object(4)\n",
      "memory usage: 1.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df=pd.read_csv('双十一淘宝美妆数据.csv',',')\n",
    "df.info() #快速浏览数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>update_time</th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719.0</td>\n",
       "      <td>2704.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122.0</td>\n",
       "      <td>1492.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668.0</td>\n",
       "      <td>589.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805.0</td>\n",
       "      <td>4287.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016/11/14</td>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196.0</td>\n",
       "      <td>618.0</td>\n",
       "      <td>自然堂</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  update_time            id                                  title  price  \\\n",
       "0  2016/11/14  A18164178225    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜  139.0   \n",
       "1  2016/11/14  A18177105952   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品  194.0   \n",
       "2  2016/11/14  A18177226992   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   99.0   \n",
       "3  2016/11/14  A18178033846  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   38.0   \n",
       "4  2016/11/14  A18178045259     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜  139.0   \n",
       "\n",
       "   sale_count  comment_count   店名  \n",
       "0     26719.0         2704.0  自然堂  \n",
       "1      8122.0         1492.0  自然堂  \n",
       "2     12668.0          589.0  自然堂  \n",
       "3     25805.0         4287.0  自然堂  \n",
       "4      5196.0          618.0  自然堂  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head() #head()根据位置返回对象的前n行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.duplicated().sum()#计算重复条数\n",
    "df.drop_duplicates(inplace=True)#去除重复值\n",
    "df.shape#查看去重后数据条数\n",
    "df.reset_index(inplace=True,drop=True)#重置索引"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "update_time      False\n",
       "id               False\n",
       "title            False\n",
       "price            False\n",
       "sale_count        True\n",
       "comment_count     True\n",
       "店名               False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().any()#查看缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>27512.000000</td>\n",
       "      <td>2.516200e+04</td>\n",
       "      <td>25162.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>363.423512</td>\n",
       "      <td>1.231605e+04</td>\n",
       "      <td>1121.741197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>614.876153</td>\n",
       "      <td>5.241236e+04</td>\n",
       "      <td>5277.781581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>99.000000</td>\n",
       "      <td>2.780000e+02</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>205.000000</td>\n",
       "      <td>1.443000e+03</td>\n",
       "      <td>153.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>390.000000</td>\n",
       "      <td>6.353000e+03</td>\n",
       "      <td>669.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>11100.000000</td>\n",
       "      <td>1.923160e+06</td>\n",
       "      <td>202930.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              price    sale_count  comment_count\n",
       "count  27512.000000  2.516200e+04   25162.000000\n",
       "mean     363.423512  1.231605e+04    1121.741197\n",
       "std      614.876153  5.241236e+04    5277.781581\n",
       "min        1.000000  0.000000e+00       0.000000\n",
       "25%       99.000000  2.780000e+02      21.000000\n",
       "50%      205.000000  1.443000e+03     153.000000\n",
       "75%      390.000000  6.353000e+03     669.000000\n",
       "max    11100.000000  1.923160e+06  202930.000000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()#查看数据结构"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    0.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sale_count.mode()#sale_count的众数\n",
    "df.comment_count.mode()#comment_count的众数，可以使用0来填充缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "update_time      0\n",
       "id               0\n",
       "title            0\n",
       "price            0\n",
       "sale_count       0\n",
       "comment_count    0\n",
       "店名               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.fillna(0,inplace=True)\n",
    "df.sale_count=df.sale_count.astype('int64')\n",
    "df.comment_count=df.comment_count.astype('int64')\n",
    "df.isnull().sum()#检查是否完成缺失值的处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "Dumping model to file cache C:\\Users\\lenovo\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 1.635 seconds.\n",
      "Prefix dict has been built successfully.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>name_cut</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>[CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>[CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   title  \\\n",
       "0    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜   \n",
       "1   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品   \n",
       "2   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   \n",
       "3  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   \n",
       "4     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜   \n",
       "\n",
       "                                            name_cut  \n",
       "0  [CHANDO, /, 自然, 堂,  , 雪域, 精粹, 纯粹, 滋润霜, 50g,  ,...  \n",
       "1  [CHANDO, /, 自然, 堂, 凝, 时鲜, 颜肌活, 乳液, 120ML,  , 淡...  \n",
       "2  [CHANDO, /, 自然, 堂, 活泉, 保湿, 修护, 精华, 水, （, 滋润, 型...  \n",
       "3  [CHANDO, /, 自然, 堂,  , 男士, 劲爽, 控油, 洁面膏,  , 100g...  \n",
       "4  [CHANDO, /, 自然, 堂, 雪域, 精粹, 纯粹, 滋润霜, （, 清爽型, ）,...  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import jieba #   jieba是优秀的中文分词第三方库\n",
    "title_cut=[]\n",
    "for i in df.title:\n",
    "    j=jieba.lcut(i)\n",
    "    title_cut.append(j)\n",
    "df['name_cut']=title_cut\n",
    "df[['title','name_cut']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "first_type=[]#主类别\n",
    "second_type=[]#子类别\n",
    "basic_config_data = '''护肤品\t套装\t套装\t\t\t\t\t\t\t\n",
    "护肤品\t乳液类\t乳液\t美白乳\t润肤乳\t凝乳\t柔肤液'\t亮肤乳\t菁华乳\t修护乳\n",
    "护肤品\t眼部护理\t眼霜\t眼部精华\t眼膜\t\t\t\t\t\n",
    "护肤品\t面膜类\t面膜\t\t\t\t\t\t\t\t\t\t\t\t\t\n",
    "护肤品\t清洁类\t洗面\t洁面\t清洁\t卸妆\t洁颜\t洗颜\t去角质\t磨砂\t\t\t\t\t\t\n",
    "护肤品\t化妆水\t化妆水\t爽肤水\t柔肤水\t补水露\t凝露\t柔肤液\t精粹水\t亮肤水\t润肤水\t保湿水\t菁华水\t保湿喷雾\t舒缓喷雾\n",
    "护肤品\t面霜类\t面霜\t日霜\t晚霜\t柔肤霜\t滋润霜\t保湿霜\t凝霜\t日间霜\t晚间霜\t乳霜\t修护霜\t亮肤霜\t底霜\t菁华霜\n",
    "护肤品\t精华类\t精华液\t精华水\t精华露\t精华素\t\t\t\t\t\t\t\t\t\t\n",
    "护肤品\t防晒类\t防晒霜\t防晒喷雾\t\t\t\t\t\t\t\t\t\t\t\t\n",
    "化妆品\t口红类\t唇釉\t口红\t唇彩\t\t\t\t\t\t\t\t\t\t\t\n",
    "化妆品\t底妆类\t散粉\t蜜粉\t粉底液\t定妆粉 \t气垫\t粉饼\tBB\tCC\t遮瑕\t粉霜\t粉底膏\t粉底霜\t\t\n",
    "化妆品\t眼部彩妆\t眉粉\t染眉膏\t眼线\t眼影\t睫毛膏\t\t\t\t\t\t\t\t\t\n",
    "化妆品\t修容类\t鼻影\t修容粉\t高光\t腮红\t\t\t\t\t\t\t\t\t\t\n",
    "其他\t其他\t其他'''#标准分类\n",
    "category_map={}\n",
    "for m in basic_config_data.split('\\n'):\n",
    "    basic_category_list=m.strip().strip('\\n').strip('\\t').split('\\t')\n",
    "    first_category=basic_category_list[0]\n",
    "    second_category=basic_category_list[1]\n",
    "    unit_category_list=basic_category_list[2:-1]\n",
    "    for unit_category in unit_category_list:\n",
    "        if unit_category and unit_category.strip().strip('\\t'):\n",
    "            category_map[unit_category]=(first_category,second_category)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'乳液': ('护肤品', '乳液类'),\n",
       " '美白乳': ('护肤品', '乳液类'),\n",
       " '润肤乳': ('护肤品', '乳液类'),\n",
       " '凝乳': ('护肤品', '乳液类'),\n",
       " \"柔肤液'\": ('护肤品', '乳液类'),\n",
       " '亮肤乳': ('护肤品', '乳液类'),\n",
       " '菁华乳': ('护肤品', '乳液类'),\n",
       " '眼霜': ('护肤品', '眼部护理'),\n",
       " '眼部精华': ('护肤品', '眼部护理'),\n",
       " '洗面': ('护肤品', '清洁类'),\n",
       " '洁面': ('护肤品', '清洁类'),\n",
       " '清洁': ('护肤品', '清洁类'),\n",
       " '卸妆': ('护肤品', '清洁类'),\n",
       " '洁颜': ('护肤品', '清洁类'),\n",
       " '洗颜': ('护肤品', '清洁类'),\n",
       " '去角质': ('护肤品', '清洁类'),\n",
       " '化妆水': ('护肤品', '化妆水'),\n",
       " '爽肤水': ('护肤品', '化妆水'),\n",
       " '柔肤水': ('护肤品', '化妆水'),\n",
       " '补水露': ('护肤品', '化妆水'),\n",
       " '凝露': ('护肤品', '化妆水'),\n",
       " '柔肤液': ('护肤品', '化妆水'),\n",
       " '精粹水': ('护肤品', '化妆水'),\n",
       " '亮肤水': ('护肤品', '化妆水'),\n",
       " '润肤水': ('护肤品', '化妆水'),\n",
       " '保湿水': ('护肤品', '化妆水'),\n",
       " '菁华水': ('护肤品', '化妆水'),\n",
       " '保湿喷雾': ('护肤品', '化妆水'),\n",
       " '面霜': ('护肤品', '面霜类'),\n",
       " '日霜': ('护肤品', '面霜类'),\n",
       " '晚霜': ('护肤品', '面霜类'),\n",
       " '柔肤霜': ('护肤品', '面霜类'),\n",
       " '滋润霜': ('护肤品', '面霜类'),\n",
       " '保湿霜': ('护肤品', '面霜类'),\n",
       " '凝霜': ('护肤品', '面霜类'),\n",
       " '日间霜': ('护肤品', '面霜类'),\n",
       " '晚间霜': ('护肤品', '面霜类'),\n",
       " '乳霜': ('护肤品', '面霜类'),\n",
       " '修护霜': ('护肤品', '面霜类'),\n",
       " '亮肤霜': ('护肤品', '面霜类'),\n",
       " '底霜': ('护肤品', '面霜类'),\n",
       " '精华液': ('护肤品', '精华类'),\n",
       " '精华水': ('护肤品', '精华类'),\n",
       " '精华露': ('护肤品', '精华类'),\n",
       " '防晒霜': ('护肤品', '防晒类'),\n",
       " '唇釉': ('化妆品', '口红类'),\n",
       " '口红': ('化妆品', '口红类'),\n",
       " '散粉': ('化妆品', '底妆类'),\n",
       " '蜜粉': ('化妆品', '底妆类'),\n",
       " '粉底液': ('化妆品', '底妆类'),\n",
       " '定妆粉 ': ('化妆品', '底妆类'),\n",
       " '气垫': ('化妆品', '底妆类'),\n",
       " '粉饼': ('化妆品', '底妆类'),\n",
       " 'BB': ('化妆品', '底妆类'),\n",
       " 'CC': ('化妆品', '底妆类'),\n",
       " '遮瑕': ('化妆品', '底妆类'),\n",
       " '粉霜': ('化妆品', '底妆类'),\n",
       " '粉底膏': ('化妆品', '底妆类'),\n",
       " '眉粉': ('化妆品', '眼部彩妆'),\n",
       " '染眉膏': ('化妆品', '眼部彩妆'),\n",
       " '眼线': ('化妆品', '眼部彩妆'),\n",
       " '眼影': ('化妆品', '眼部彩妆'),\n",
       " '鼻影': ('化妆品', '修容类'),\n",
       " '修容粉': ('化妆品', '修容类'),\n",
       " '高光': ('化妆品', '修容类')}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "category_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(df)):\n",
    "    exist=False\n",
    "    for j in df['name_cut'][i]:\n",
    "        if j in category_map:\n",
    "            first_type.append(category_map.get(j)[0])\n",
    "            second_type.append(category_map.get(j)[1])\n",
    "            exist=True\n",
    "            break\n",
    "    if not exist:\n",
    "            first_type.append('其他')\n",
    "            second_type.append('其他')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "27512 27512 27512\n"
     ]
    }
   ],
   "source": [
    "print(len(df),len(first_type),len(second_type))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['first_type']=first_type\n",
    "df['second_type']=second_type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "其他     13100\n",
       "护肤品    11239\n",
       "化妆品     3173\n",
       "Name: first_type, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.first_type.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "其他      13100\n",
       "清洁类      2922\n",
       "面霜类      2675\n",
       "化妆水      1955\n",
       "底妆类      1790\n",
       "乳液类      1352\n",
       "眼部护理     1114\n",
       "精华类       727\n",
       "口红类       715\n",
       "眼部彩妆      604\n",
       "防晒类       494\n",
       "修容类        64\n",
       "Name: second_type, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.second_type.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "gender=[]\n",
    "for i in range(len(df)):\n",
    "    if '男' in df.name_cut[i]:\n",
    "        gender.append('是')\n",
    "    elif '男生' in df.name_cut[i]:\n",
    "        gender.append('是')\n",
    "    elif '男士' in df.name_cut[i]:\n",
    "        gender.append('是')\n",
    "    else:\n",
    "        gender.append('否')\n",
    "#将“推荐男士使用”新增为一列\n",
    "df['gender']=gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>title</th>\n",
       "      <th>price</th>\n",
       "      <th>sale_count</th>\n",
       "      <th>comment_count</th>\n",
       "      <th>店名</th>\n",
       "      <th>first_type</th>\n",
       "      <th>second_type</th>\n",
       "      <th>gender</th>\n",
       "      <th>销售额</th>\n",
       "      <th>日期</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>update_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18164178225</td>\n",
       "      <td>CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>26719</td>\n",
       "      <td>2704</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>否</td>\n",
       "      <td>3713941.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18177105952</td>\n",
       "      <td>CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品</td>\n",
       "      <td>194.0</td>\n",
       "      <td>8122</td>\n",
       "      <td>1492</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>乳液类</td>\n",
       "      <td>否</td>\n",
       "      <td>1575668.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18177226992</td>\n",
       "      <td>CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水</td>\n",
       "      <td>99.0</td>\n",
       "      <td>12668</td>\n",
       "      <td>589</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>化妆水</td>\n",
       "      <td>否</td>\n",
       "      <td>1254132.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18178033846</td>\n",
       "      <td>CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶</td>\n",
       "      <td>38.0</td>\n",
       "      <td>25805</td>\n",
       "      <td>4287</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>清洁类</td>\n",
       "      <td>是</td>\n",
       "      <td>980590.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-11-14</th>\n",
       "      <td>A18178045259</td>\n",
       "      <td>CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜</td>\n",
       "      <td>139.0</td>\n",
       "      <td>5196</td>\n",
       "      <td>618</td>\n",
       "      <td>自然堂</td>\n",
       "      <td>护肤品</td>\n",
       "      <td>面霜类</td>\n",
       "      <td>否</td>\n",
       "      <td>722244.0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       id                                  title  price  \\\n",
       "update_time                                                               \n",
       "2016-11-14   A18164178225    CHANDO/自然堂 雪域精粹纯粹滋润霜50g 补水保湿 滋润水润面霜  139.0   \n",
       "2016-11-14   A18177105952   CHANDO/自然堂凝时鲜颜肌活乳液120ML 淡化细纹补水滋润专柜正品  194.0   \n",
       "2016-11-14   A18177226992   CHANDO/自然堂活泉保湿修护精华水（滋润型135ml 补水控油爽肤水   99.0   \n",
       "2016-11-14   A18178033846  CHANDO/自然堂 男士劲爽控油洁面膏 100g 深层清洁  男士洗面奶   38.0   \n",
       "2016-11-14   A18178045259     CHANDO/自然堂雪域精粹纯粹滋润霜（清爽型）50g补水保湿滋润霜  139.0   \n",
       "\n",
       "             sale_count  comment_count   店名 first_type second_type gender  \\\n",
       "update_time                                                                 \n",
       "2016-11-14        26719           2704  自然堂        护肤品         面霜类      否   \n",
       "2016-11-14         8122           1492  自然堂        护肤品         乳液类      否   \n",
       "2016-11-14        12668            589  自然堂        护肤品         化妆水      否   \n",
       "2016-11-14        25805           4287  自然堂        护肤品         清洁类      是   \n",
       "2016-11-14         5196            618  自然堂        护肤品         面霜类      否   \n",
       "\n",
       "                   销售额  日期  \n",
       "update_time                 \n",
       "2016-11-14   3713941.0  14  \n",
       "2016-11-14   1575668.0  14  \n",
       "2016-11-14   1254132.0  14  \n",
       "2016-11-14    980590.0  14  \n",
       "2016-11-14    722244.0  14  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#增加销售额列，并设置日期索引\n",
    "df['销售额']=df.sale_count*df.price\n",
    "df['update_time']=pd.to_datetime(df['update_time'])\n",
    "df=df.set_index('update_time')\n",
    "#新增日期号数为一列\n",
    "df['日期']=df.index.day\n",
    "del df['name_cut']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 27512 entries, 2016-11-14 to 2016-11-05\n",
      "Data columns (total 11 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   id             27512 non-null  object \n",
      " 1   title          27512 non-null  object \n",
      " 2   price          27512 non-null  float64\n",
      " 3   sale_count     27512 non-null  int64  \n",
      " 4   comment_count  27512 non-null  int64  \n",
      " 5   店名             27512 non-null  object \n",
      " 6   first_type     27512 non-null  object \n",
      " 7   second_type    27512 non-null  object \n",
      " 8   gender         27512 non-null  object \n",
      " 9   销售额            27512 non-null  float64\n",
      " 10  日期             27512 non-null  int64  \n",
      "dtypes: float64(2), int64(3), object(6)\n",
      "memory usage: 2.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#保存清理好的数据为excel格式\n",
    "df.to_excel('clean_beautymakeup.xls',sheet_name='clean_data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'title', 'price', 'sale_count', 'comment_count', '店名',\n",
       "       'first_type', 'second_type', 'gender', '销售额', '日期'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "悦诗风吟    3021\n",
       "佰草集     2264\n",
       "欧莱雅     1942\n",
       "雅诗兰黛    1810\n",
       "倩碧      1703\n",
       "美加净     1678\n",
       "欧珀莱     1359\n",
       "相宜本草    1313\n",
       "妮维雅     1299\n",
       "兰蔻      1285\n",
       "娇兰      1193\n",
       "自然堂     1175\n",
       "玉兰油     1131\n",
       "兰芝      1088\n",
       "美宝莲      825\n",
       "资生堂      821\n",
       "植村秀      750\n",
       "薇姿       746\n",
       "雅漾       663\n",
       "雪花秀      543\n",
       "SKII     469\n",
       "蜜丝佛陀     434\n",
       "Name: 店名, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['店名'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#品牌的总销量和总销售额\n",
    "fig,axes=plt.subplots(1,2,figsize=(12,10))\n",
    "\n",
    "ax1=df.groupby(['店名']).sale_count.sum().sort_values(ascending=True).plot(kind='barh',ax=axes[0],width=0.6)\n",
    "ax1.set_xlabel('总销量',fontsize=12)\n",
    "ax1.set_ylabel('品牌',fontsize=12)\n",
    "ax1.set_title('各品牌总销量对比',fontsize=14)\n",
    "\n",
    "ax2=df['销售额'].groupby(df.店名).sum().sort_values(ascending=True).plot(kind='barh',ax=axes[1],width=0.6)\n",
    "ax2.set_xlabel('总销售额',fontsize=12)\n",
    "ax2.set_ylabel('品牌',fontsize=12)\n",
    "ax2.set_title('各品牌总销售额对比',fontsize=14)\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.savefig('./各品牌总销量和销售额对比.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#销量排名前5位的分别是：相宜本草、美宝莲、悦诗风吟、妮维雅、欧莱雅\n",
    "#销售额排名前5位的分别是：相宜本草、欧莱雅、佰草集、美宝莲、悦诗风吟\n",
    "#相宜本草、欧莱雅、美宝莲、悦诗风吟的销量和销售额都排在前5，其中相宜本草销量和销售额都是最高的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#品牌热度\n",
    "a=df['comment_count'].groupby(df['店名']).sum().sort_values(ascending=False)\n",
    "plt.figure(figsize=(16,8),dpi=80)\n",
    "b=list(range(len(a)))\n",
    "plt.bar(b,a.values,width=0.4,color='#0c84c6')\n",
    "plt.xticks(b,a.index,fontsize=12,rotation=90)\n",
    "plt.xlabel('品牌',fontsize=12)\n",
    "plt.ylabel('评论热度',fontsize=12)\n",
    "plt.title('各品牌双十一期间的评论热度',fontsize=14)\n",
    "plt.savefig('./各品牌双十一期间的评论热度.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "#上图可知：双十一期间，评论热度较高的是：悦诗风吟、妮维雅、美宝莲、相宜本草、自然堂"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6),dpi=80)\n",
    "\n",
    "x=df.groupby('店名')['sale_count'].sum()\n",
    "y=df.groupby('店名').comment_count.sum()\n",
    "avg_price=df.groupby('店名').price.mean()\n",
    "txt=df.groupby('店名').id.count().index\n",
    "\n",
    "sns.scatterplot(x,y,size=avg_price,hue=avg_price,sizes=(0,1500),data=df)\n",
    "for i in range(len(txt)):\n",
    "    plt.annotate(txt[i],xy=(x[i],y[i]))\n",
    "\n",
    "plt.xlabel('销量',fontsize=12)\n",
    "plt.ylabel('热度',fontsize=12)\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(alpha=0.5)\n",
    "plt.savefig('./热度.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "#悦诗风吟热度第一、销量第三，妮维雅热度第二、销量第四，美宝莲热度第三、销量第二，相宜本草热度第四、销量第一，这些销量和热度都靠前的品牌，价格都比较低，说明价格会在一定程序上影响销量和热度。\n",
    "#评论热度较高的品牌，销量也比较高，两者之间呈现了一定的正相关关系。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#品牌价格\n",
    "plt.figure(figsize=(12,6),dpi=80)\n",
    "\n",
    "b=avg_price.sort_values(ascending=False)\n",
    "plt.bar(list(range(len(avg_price))),b,width=0.4,label='各品牌平均价格')\n",
    "plt.xlabel('品牌',fontsize=12)\n",
    "plt.ylabel('平均价格',fontsize=12)\n",
    "plt.xticks(list(range(len(avg_price))),b.index,fontsize=11,rotation=90)\n",
    "plt.title('各品牌产品平均价格',fontsize=14)\n",
    "c=df.price.mean()\n",
    "plt.axhline(c,color='r',label='全品牌平均价格',alpha=0.8)\n",
    "plt.legend()\n",
    "plt.savefig('./品牌均价.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#高于全品牌平均价格的6个大品牌（娇兰、SKII、雪花秀、雅诗兰黛、兰蔻、资生堂）在活动期间销量、热度都比较低\n",
    "#平均价格较低的美宝莲、蜜丝佛陀、相宜本草、妮维雅等品牌在销量上有不错的表现\n",
    "#尽管大品牌价格远高于全品牌平均价格，但中低价格的品牌多，销量大，使得整个全品牌平均价格低于400元"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6),dpi=80)\n",
    "\n",
    "x=df['sale_count'].groupby(df['店名']).sum()\n",
    "y=df['销售额'].groupby(df['店名']).sum()\n",
    "\n",
    "sns.scatterplot(x,y,size=avg_price,hue=avg_price,sizes=(0,1500),data=df)\n",
    "plt.xlabel('销量',fontsize=12)\n",
    "plt.ylabel('销售额',fontsize=12)\n",
    "txt=x.index\n",
    "for i in range(len(x)):\n",
    "    plt.annotate(txt[i],xy=(x[i],y[i]),xytext=(x[i]+1,y[i]+1))\n",
    "plt.savefig('./价格与销量.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "#相宜本草销量和销售额都为第一，且价格比较实惠\n",
    "#价格高昂的品牌销量和销售额较低，价格实惠的品牌销量和销售额更高"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "#分类别的销量和销售额情况\n",
    "#各类别的销量和销售额的总体市场情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(1,2,figsize=(14,7))\n",
    "\n",
    "data1=df['sale_count'].groupby(df['first_type']).sum()\n",
    "ax1 = data1.plot(kind='pie',ax=axes[0],autopct='%.1f%%',\n",
    "pctdistance=0.6, \n",
    "labels= data1.index,\n",
    "labeldistance = 1.05,\n",
    "startangle = 60, \n",
    "radius = 1.2,\n",
    "counterclock = False, \n",
    "wedgeprops = {'linewidth': 0.6, 'edgecolor':'k'},\n",
    "textprops = {'fontsize':12, 'color':'k'}\n",
    ")\n",
    "ax1.set_title('主类别销量占比',fontsize=14)\n",
    "\n",
    "data2=df.groupby(['second_type']).sale_count.sum()\n",
    "ax2=data2.plot(kind='pie',ax=axes[1],autopct='%.1f%%',\n",
    "pctdistance=0.8,\n",
    "labels=data2.index,\n",
    "labeldistance=1.05,\n",
    "radius=1.2,\n",
    "startangle=210,\n",
    "counterclock=False,\n",
    "wedgeprops={'linewidth':0.6,'edgecolor':'k'},\n",
    "textprops={'fontsize':10,'color':'k'}\n",
    ")\n",
    "ax2.set_title('子类别销量占比',fontsize=14)\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.savefig('./分类别销量.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "#从主类别销量占比来看，护肤品的销量占到了43%，化妆品为13.9%，护肤品的销量是化妆品的3倍\n",
    "#从子类别销量占比来看，护肤品中销量最高的是清洁类、化妆水和面霜类；化妆品中销量最高的是底妆类和口红类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes=plt.subplots(1,2,figsize=(14,7))\n",
    "\n",
    "d1=df['销售额'].groupby(df.first_type).sum()\n",
    "a1=d1.plot(kind='pie',ax=axes[0],autopct='%.1f%%',labels=d1.index,pctdistance=0.6,labeldistance=1.05,radius=1.2,counterclock=False,\n",
    "          wedgeprops={'linewidth':0.6,'edgecolor':'k'},textprops={'fontsize':10,'color':'k'})\n",
    "a1.set_title('主类别总销售额占比',fontsize=14)\n",
    "\n",
    "d2=df['销售额'].groupby(df.second_type).sum()\n",
    "a2=d2.plot(kind='pie',ax=axes[1],autopct='%.1f%%',labels=d2.index,pctdistance=0.6,labeldistance=1.05,radius=1.2,counterclock=False,\n",
    "          wedgeprops={'linewidth':0.6,'edgecolor':'k'},textprops={'fontsize':10,'color':'k'})\n",
    "a2.set_title('次类别总销售额占比',fontsize=14)\n",
    "\n",
    "plt.subplots_adjust(wspace=0.5)\n",
    "plt.savefig('./分类别的销售额.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "#主类别销售额中，化妆品仅占12.8%，护肤品占41.2%，护肤品的销售额远高于化妆品，接近化妆品销售额的3.2倍。\n",
    "#次类别销售额中，排名前5的是：清洁类11.4%、化妆水9.6%、底妆类8.0%、面霜类6.6%、眼部护理5.3%，其中只有底妆类属于化妆品，其余4类都是护肤品。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "#各品牌分类别的销量和销售额情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8),dpi=80)\n",
    "sns.barplot(x='店名',y='sale_count',hue='first_type',data=df,saturation=0.8,ci=0)\n",
    "plt.title('各品牌各主类别的总销量',fontsize=14)\n",
    "plt.ylabel('销量',fontsize=12)\n",
    "plt.xlabel('品牌',fontsize=12)\n",
    "plt.grid(axis='y',alpha=0.5)\n",
    "plt.savefig('./品牌类别销量.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "#在护肤品中，销量前5位分别是美宝莲、相宜本草、妮维雅、自然堂、欧莱雅，其中美宝莲、相宜本草的销量远高于其他品牌\n",
    "#在化妆品中，销量前5位分别是美宝莲、蜜丝佛陀、悦诗风吟、自然堂、兰芝，其中美宝莲、蜜丝佛陀的销量远高于其他品牌\n",
    "#在其他产品中，销量前5位分别是相宜本草、美宝莲、蜜丝佛陀、欧莱雅、妮维雅，其中相宜本草的销量优势明显"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8),dpi=80)\n",
    "sns.barplot(x='店名',y='销售额',hue='first_type',data=df,saturation=0.8,ci=0)\n",
    "plt.title('各品牌各主类别的总销售额',fontsize=14)\n",
    "plt.xlabel('品牌',fontsize=12)\n",
    "plt.ylabel('销售额',fontsize=12)\n",
    "plt.grid(axis='y',alpha=0.5)\n",
    "plt.savefig('./品牌类别销售额.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "#在护肤品中，总销售额前5位的分别是美宝莲、欧莱雅、相宜本草、自然堂、妮维雅，其中美宝莲的总销售额远高于其他品牌\n",
    "#在化妆品中，总销售额前5位的分别是蜜丝佛陀、美宝莲、兰芝、兰蔻、自然堂，其中蜜丝佛陀的总销售额是最高的\n",
    "#在其他产品中，总销售额前5位的分别是相宜本草、蜜丝佛陀、兰芝、美宝莲、欧莱雅，其中相宜本草的总销售额是最高的\n",
    "#由上2图可知：美宝莲、相宜本草、蜜丝佛陀在销量和销售额上都表现得很不错"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "#男性美妆使用情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 960x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_data=df[df.gender=='是']\n",
    "gender_data1=gender_data[(gender_data.first_type=='护肤品')|(gender_data.first_type=='化妆品')]\n",
    "\n",
    "plt.figure(figsize=(12,6),dpi=80)\n",
    "sns.barplot(x='店名',y='sale_count',hue='first_type',data=gender_data1,saturation=0.8,ci=0)\n",
    "plt.xlabel('品牌',fontsize=12)\n",
    "plt.ylabel('销量',fontsize=12)\n",
    "plt.title('各品牌男士护肤品和化妆品销量统计',fontsize=14)\n",
    "plt.savefig('./男士美妆销量统计.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f,[a1,a2]=plt.subplots(1,2,figsize=(14,7))\n",
    "\n",
    "gender_data2=gender_data[gender_data.first_type=='护肤品']\n",
    "\n",
    "gender_data2.sale_count.groupby(gender_data2['店名']).sum().sort_values(ascending=True).plot(kind='barh',ax=a1,width=0.6)\n",
    "a1.set_ylabel('品牌',fontsize=12)\n",
    "a1.set_title('男士护肤品销量情况统计',fontsize=14)\n",
    "\n",
    "gender_data2['销售额'].groupby(gender_data2['店名']).sum().sort_values(ascending=True).plot(kind='barh',ax=a2,width=0.6)\n",
    "a2.set_ylabel('品牌',fontsize=12)\n",
    "a2.set_title('男士护肤品销售额情况统计',fontsize=14)\n",
    "\n",
    "plt.subplots_adjust(wspace=0.4)\n",
    "plt.savefig('./男士护肤品销售.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "#男士在美妆市场上以护肤品消费为主，化妆品的销量极少，且主要选购品牌为妮维雅。\n",
    "#男性护肤品市场中，妮维雅的销量和销售额以遥遥领先的优势位居第一，其次是欧莱雅和相宜本草两个品牌。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
